To find battery runtime, convert amp-hours to usable watt-hours and divide by your load in watts. A 100Ah 12V lithium battery holds 1,200 watt-hours of rated energy. If you use 80% of it through a 90%-efficient inverter, roughly 864 usable watt-hours remain. Running a 200W load, that battery lasts about 4.3 hours. The calculator above does this instantly and also shows usable watt-hours and runtime in minutes.
The single most common mistake is dividing rated capacity by load and stopping there. Real-world runtime is always shorter because of two unavoidable factors: depth of discharge (you should not drain a battery to zero) and conversion efficiency (inverters, wiring, and heat waste energy). This tool builds both into the result so your estimate matches what you will actually see on a power meter.